{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "a63c0e19-3902-44ee-9b02-ba7ecfdb5268",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "leopard beetle rabbit lobster oak_tree lion  beetle skunk orchid lamp  tiger bridge willow_tree orange squirrel tulip chair whale castle trout pickup_truck seal  trout hamster mushroom butterfly cloud shrew aquarium_fish squirrel skyscraper pear \n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "import torchvision\n",
    "import torchvision.transforms as transforms\n",
    "from useful_tools import *\n",
    "import torch.optim as optim\n",
    "import torch.nn as nn\n",
    "from torch.nn import functional as F\n",
    "from chao_kk import *\n",
    "from torch.optim import lr_scheduler\n",
    "\n",
    "\n",
    "batch_size = 32\n",
    "trainloader, testloader, classes = get_dataLoader_RandAugment(batch_size)\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "def imshow(img):\n",
    "    img = img / 2 + 0.5     # unnormalize\n",
    "    npimg = img.numpy()\n",
    "    plt.imshow(np.transpose(npimg, (1, 2, 0)))\n",
    "    plt.show()\n",
    "dataiter = iter(trainloader)\n",
    "images, labels = next(dataiter)\n",
    "imshow(torchvision.utils.make_grid(images))\n",
    "print(' '.join(f'{classes[labels[j]]:5s}' for j in range(batch_size)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "0a20afd9-e695-4f86-b63b-3c0806770d13",
   "metadata": {},
   "outputs": [],
   "source": [
    "def padding_size(dilation, kernel_size):\n",
    "  return dilation * (kernel_size - 1) // 2\n",
    "\n",
    "def conv3x3(in_channel, out_channel, stride, dilation = 1):\n",
    "  return nn.Conv2d(in_channel, out_channel, kernel_size = 3, stride = stride, padding = padding_size(dilation, 3), bias = False, dilation = dilation)\n",
    "\n",
    "def conv1x1(in_channel, out_channel, stride = 1, dilation = 1):\n",
    "  return nn.Conv2d(in_channel, out_channel, kernel_size = 1, stride = stride, padding = 0, bias = False, dilation = dilation).to(device)\n",
    "\n",
    "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "c362028d-cea6-4bd8-8c32-12f8181157c5",
   "metadata": {},
   "outputs": [],
   "source": [
    "Highway_threshold = 8\n",
    "#这个东西是限制特征图大小的。要是太大了的话光是这个门就已经很夸张了。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "9dfeb024-658e-4038-84ae-cf607e2047f6",
   "metadata": {},
   "outputs": [],
   "source": [
    "class HighwayNetwork(nn.Module):\n",
    "  def __init__(self, wh_threshold = Highway_threshold):\n",
    "    super(HighwayNetwork, self).__init__()\n",
    "    # 降维操作，将输入形状降低到一个较小的维度\n",
    "    self.pool = nn.AvgPool2d(kernel_size = 2, stride = 2)\n",
    "    self.wh_threshold = wh_threshold\n",
    "    self.gate = None\n",
    "    self.sigmoid = nn.Sigmoid()\n",
    "    self.channel_conv = None\n",
    "\n",
    "  def forward(self, origin_x, layer_out, down_sample_origin_x):\n",
    "    b, c, w, h = origin_x.shape\n",
    "    temp_w = w\n",
    "    while temp_w > self.wh_threshold:\n",
    "        origin_x = self.pool(origin_x)\n",
    "        temp_w /= 2\n",
    "    b, c_out, w_o, h_o = layer_out.shape\n",
    "      \n",
    "    if c_out != c:\n",
    "      if self.channel_conv is None:\n",
    "        self.channel_conv = conv1x1(c, c_out)\n",
    "      origin_x = self.channel_conv(origin_x)\n",
    "        \n",
    "    b, c, w_f, h_f = origin_x.shape\n",
    "    in_s = w_f * h_f\n",
    "    origin_x_flat = origin_x.view(c, b, in_s)\n",
    "\n",
    "    if self.gate is None:\n",
    "        ou_s = w_o * h_o\n",
    "        self.gate = [\n",
    "            nn.Linear(in_s, ou_s).to(device)\n",
    "            for _ in range(c)\n",
    "        ]\n",
    "\n",
    "    # 计算门控函数\n",
    "    T = self.sigmoid(torch.stack([\n",
    "        self.gate[i](origin_x_flat[i].to(device)) for i in range(c)\n",
    "    ])).view(layer_out.size())\n",
    "\n",
    "        \n",
    "\n",
    "    # 根据门控函数进行加权求和\n",
    "    H = layer_out * T + down_sample_origin_x * (1 - T)\n",
    "    return H"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "8a1eb695-87a9-4d22-a3f7-b19a22baf1e3",
   "metadata": {},
   "outputs": [],
   "source": [
    "class ResBlock(nn.Module):\n",
    "  def __init__(self, in_channel, out_channel, stride, downsample = None, dilation = 1):\n",
    "    super(ResBlock, self).__init__()\n",
    "    self.conv1 = conv3x3(in_channel, out_channel, stride, dilation)\n",
    "    self.bn1 = nn.BatchNorm2d(out_channel)\n",
    "    self.conv2 = conv3x3(out_channel, out_channel, 1, dilation)\n",
    "    self.bn2 = nn.BatchNorm2d(out_channel)\n",
    "    self.relu = nn.ReLU()\n",
    "    self.downsample = downsample\n",
    "      \n",
    "    self.highway = HighwayNetwork()\n",
    "\n",
    "  def forward(self, x):\n",
    "    origin_x = x\n",
    "    x = self.conv1(x)\n",
    "    x = self.bn1(x)\n",
    "    x = self.relu(x)\n",
    "    x = self.conv2(x)\n",
    "    layer_out = self.bn2(x)\n",
    "    down_sample_orgin_x = origin_x\n",
    "    if self.downsample != None:\n",
    "      down_sample_orgin_x = self.downsample(origin_x)\n",
    "        \n",
    "    x = self.highway(origin_x, layer_out, down_sample_orgin_x)\n",
    "    x = self.relu(x)\n",
    "    return x\n",
    "\n",
    "class ResNet(nn.Module):\n",
    "  def __init__(self, classes, base_channel = 64):\n",
    "    super(ResNet, self).__init__()\n",
    "    # 老实说，我怕64、128……512通道实在是太慢了，通过base_channel来调节通道。感觉可以设置为16\n",
    "    self.base_channel = base_channel\n",
    "    self.conv1 = conv3x3(3, base_channel, 1)\n",
    "    self.bn = nn.BatchNorm2d(base_channel)\n",
    "    self.relu = nn.ReLU()\n",
    "    self.max_pool = nn.MaxPool2d(kernel_size = 2, stride = 2)\n",
    "    self.conv2_x = self.init_ResBlock(base_channel * 1, base_channel * 1, stride = 1, block_num = 2, dilation = 1)\n",
    "    self.conv3_x = self.init_ResBlock(base_channel * 1, base_channel * 2, stride = 2, block_num = 2, dilation = 1)\n",
    "    self.conv4_x = self.init_ResBlock(base_channel * 2, base_channel * 4, stride = 2, block_num = 2, dilation = 1)\n",
    "    self.conv5_x = self.init_ResBlock(base_channel * 4, base_channel * 8, stride = 2, block_num = 2, dilation = 1)\n",
    "    self.avg = nn.AvgPool2d(kernel_size = 2, stride = 2)\n",
    "    self.fc = nn.Linear(base_channel * 8 * 4, len(classes))\n",
    "\n",
    "  def forward(self, x):\n",
    "    x = self.conv1(x)\n",
    "    x = self.bn(x)\n",
    "    x = self.relu(x)\n",
    "    x = self.conv2_x(x)\n",
    "    x = self.conv3_x(x)\n",
    "    x = self.conv4_x(x)\n",
    "    x = self.conv5_x(x)\n",
    "    x = self.avg(x)\n",
    "    x = x.view(x.size(0), -1)\n",
    "    x = self.fc(x)\n",
    "    return x\n",
    "\n",
    "  def init_ResBlock(self, in_channel, out_channel, stride, block_num, dilation):\n",
    "    downsample = None #这个好东西是用来把特征图宽高缩小的\n",
    "    if stride != 1 or in_channel != out_channel:\n",
    "      # 对于3*3的padding为1的卷积核，如果stride为1的话卷完后特征图宽高是不变的。\n",
    "      # 如果stride是2的话，那么宽高会变成原来的一半。\n",
    "      # 计算：out = (in/2 - 1/2)向下取整 + 1， 也就是in/2 - 1 + 1 = in / 2\n",
    "      downsample = nn.Sequential(\n",
    "                conv3x3(in_channel, out_channel, stride=stride),\n",
    "                nn.BatchNorm2d(out_channel)\n",
    "                )\n",
    "    return nn.Sequential(*[\n",
    "        ResBlock(in_channel, out_channel, stride, downsample = downsample, dilation = dilation) if i == 0 else\n",
    "        ResBlock(out_channel, out_channel, 1, dilation = dilation)\n",
    "        for i in range(block_num)\n",
    "    ])\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "1fc55884-0a41-46af-bbb8-bcc55be86d47",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cuda\n"
     ]
    }
   ],
   "source": [
    "net = ResNet(classes = classes, base_channel = 64).to(device)\n",
    "criterion = nn.CrossEntropyLoss()\n",
    "optimizer = optim.SGD(net.parameters(), lr=0.001, momentum=0.9)\n",
    "#optimizer = optim.Adam(net.parameters(), lr=0.001)\n",
    "print(device)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "01598712-6734-4930-9f2a-75286ca12563",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cuda\n"
     ]
    }
   ],
   "source": [
    "learning_rate=0.05\n",
    "momentum=0.9\n",
    "weight_decay=0.0001\n",
    "batch_size=128\n",
    "epochs=25\n",
    "data_path='./data'\n",
    "model_name='ResNet182'+'epoch='+str(epochs)\n",
    "print(device)\n",
    "criterion=nn.CrossEntropyLoss()\n",
    "optimizer = optim.SGD(net.parameters(), lr=learning_rate, momentum=momentum, weight_decay=weight_decay)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "48493633-6b18-408a-a0cd-b770da9f40b6",
   "metadata": {},
   "outputs": [],
   "source": [
    "train_losses, test_losses = [], []\n",
    "train_accs, test_accs = [], []\n",
    "train_top5_accs, test_top5_accs = [], []\n",
    "for epoch in range(epochs):\n",
    "    train_loss,train_acc,train_top5_acc=new_train(net,trainloader,criterion,optimizer,device)\n",
    "    test_loss,test_acc,test_top5_acc=test(net,testloader,criterion,device)\n",
    "    print('epoch:{},train_loss:{:.4f},train_acc:{:.4f},train_top5_acc:{:.4f},test_loss:{:.4f},test_acc:{:.4f},test_top5_acc:{:.4f}'.format(epoch,train_loss,train_acc,train_top5_acc,test_loss,test_acc,test_top5_acc))\n",
    "\n",
    "    train_losses.append(train_loss)\n",
    "    test_losses.append(test_loss)\n",
    "    train_accs.append(train_acc)\n",
    "    test_accs.append(test_acc)\n",
    "    train_top5_accs.append(train_top5_acc)\n",
    "    test_top5_accs.append(test_top5_acc)\n",
    "\n",
    "#画图\n",
    "torch.save(net.state_dict(), model_name+'.pth')\n",
    "plot_training_results(train_losses, train_accs, train_accs, test_losses, test_accs, test_top5_accs)\n",
    "save_log(model_name,train_accs,test_accs,train_losses,test_losses,train_top5_accs,test_top5_accs,output_dir='../train_process')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a077bce8-56bf-4831-b9a0-153fdf5ac6f1",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "57d622dc-2b3c-43c0-a49c-4434c9d6ccd2",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f29a6591-d197-4116-bb90-9f46e1d25918",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "5b42cfa9-4d57-40fd-8d22-928dc18efdbf",
   "metadata": {},
   "outputs": [],
   "source": [
    "def to_cpu_numpy(tensor):\n",
    "    return tensor.cpu().numpy()\n",
    "def to_cpu(list_):\n",
    "    if isinstance(list_, list):\n",
    "        return list(map(to_cpu_numpy,list_))\n",
    "    else:\n",
    "        return to_cpu_numpy(list_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "aee71f6c-d1e2-47b1-9a2a-2846eb96134d",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 35757 (\\N{CJK UNIFIED IDEOGRAPH-8BAD}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 32451 (\\N{CJK UNIFIED IDEOGRAPH-7EC3}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 39564 (\\N{CJK UNIFIED IDEOGRAPH-9A8C}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 35777 (\\N{CJK UNIFIED IDEOGRAPH-8BC1}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 25439 (\\N{CJK UNIFIED IDEOGRAPH-635F}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 22833 (\\N{CJK UNIFIED IDEOGRAPH-5931}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 26354 (\\N{CJK UNIFIED IDEOGRAPH-66F2}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 32447 (\\N{CJK UNIFIED IDEOGRAPH-7EBF}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 20934 (\\N{CJK UNIFIED IDEOGRAPH-51C6}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 30830 (\\N{CJK UNIFIED IDEOGRAPH-786E}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 29575 (\\N{CJK UNIFIED IDEOGRAPH-7387}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 35757 (\\N{CJK UNIFIED IDEOGRAPH-8BAD}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 32451 (\\N{CJK UNIFIED IDEOGRAPH-7EC3}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 39564 (\\N{CJK UNIFIED IDEOGRAPH-9A8C}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 35777 (\\N{CJK UNIFIED IDEOGRAPH-8BC1}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 25439 (\\N{CJK UNIFIED IDEOGRAPH-635F}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 22833 (\\N{CJK UNIFIED IDEOGRAPH-5931}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 26354 (\\N{CJK UNIFIED IDEOGRAPH-66F2}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 32447 (\\N{CJK UNIFIED IDEOGRAPH-7EBF}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 20934 (\\N{CJK UNIFIED IDEOGRAPH-51C6}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 30830 (\\N{CJK UNIFIED IDEOGRAPH-786E}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 29575 (\\N{CJK UNIFIED IDEOGRAPH-7387}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 1500x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_training_results(train_losses, to_cpu(train_top1_accs), to_cpu(train_top5_accs), val_losses, to_cpu(val_top1_accs), to_cpu(val_top5_accs))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "b06a3b9d-c02f-4707-8d10-1d87a5a8a9ee",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle\n",
    "with open('baseline.pkl', 'wb') as f:\n",
    "    pickle.dump([\n",
    "        net, (train_losses, train_top1_accs, train_top5_accs, val_losses, val_top1_accs, val_top5_accs)\n",
    "    ], f)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3012910e-a28e-4def-872d-6a46d9e72b64",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1a35b13b-2d28-458b-8b67-27cd3adeaeb3",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "6515a9de-44af-4c74-8b34-8e1b7d514b86",
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     "text": [
      "0.5612\n",
      "Accuracy for class: apple is 78.0 %\n",
      "Accuracy for class: aquarium_fish is 68.0 %\n",
      "Accuracy for class: baby  is 42.0 %\n",
      "Accuracy for class: bear  is 26.0 %\n",
      "Accuracy for class: beaver is 38.0 %\n",
      "Accuracy for class: bed   is 51.0 %\n",
      "Accuracy for class: bee   is 61.0 %\n",
      "Accuracy for class: beetle is 59.0 %\n",
      "Accuracy for class: bicycle is 69.0 %\n",
      "Accuracy for class: bottle is 67.0 %\n",
      "Accuracy for class: bowl  is 45.0 %\n",
      "Accuracy for class: boy   is 36.0 %\n",
      "Accuracy for class: bridge is 61.0 %\n",
      "Accuracy for class: bus   is 45.0 %\n",
      "Accuracy for class: butterfly is 49.0 %\n",
      "Accuracy for class: camel is 51.0 %\n",
      "Accuracy for class: can   is 55.0 %\n",
      "Accuracy for class: castle is 79.0 %\n",
      "Accuracy for class: caterpillar is 54.0 %\n",
      "Accuracy for class: cattle is 43.0 %\n",
      "Accuracy for class: chair is 80.0 %\n",
      "Accuracy for class: chimpanzee is 72.0 %\n",
      "Accuracy for class: clock is 50.0 %\n",
      "Accuracy for class: cloud is 77.0 %\n",
      "Accuracy for class: cockroach is 72.0 %\n",
      "Accuracy for class: couch is 47.0 %\n",
      "Accuracy for class: crab  is 54.0 %\n",
      "Accuracy for class: crocodile is 39.0 %\n",
      "Accuracy for class: cup   is 76.0 %\n",
      "Accuracy for class: dinosaur is 55.0 %\n",
      "Accuracy for class: dolphin is 59.0 %\n",
      "Accuracy for class: elephant is 52.0 %\n",
      "Accuracy for class: flatfish is 39.0 %\n",
      "Accuracy for class: forest is 49.0 %\n",
      "Accuracy for class: fox   is 54.0 %\n",
      "Accuracy for class: girl  is 34.0 %\n",
      "Accuracy for class: hamster is 53.0 %\n",
      "Accuracy for class: house is 56.0 %\n",
      "Accuracy for class: kangaroo is 42.0 %\n",
      "Accuracy for class: keyboard is 64.0 %\n",
      "Accuracy for class: lamp  is 48.0 %\n",
      "Accuracy for class: lawn_mower is 76.0 %\n",
      "Accuracy for class: leopard is 60.0 %\n",
      "Accuracy for class: lion  is 64.0 %\n",
      "Accuracy for class: lizard is 28.0 %\n",
      "Accuracy for class: lobster is 30.0 %\n",
      "Accuracy for class: man   is 27.0 %\n",
      "Accuracy for class: maple_tree is 56.0 %\n",
      "Accuracy for class: motorcycle is 87.0 %\n",
      "Accuracy for class: mountain is 75.0 %\n",
      "Accuracy for class: mouse is 37.0 %\n",
      "Accuracy for class: mushroom is 54.0 %\n",
      "Accuracy for class: oak_tree is 66.0 %\n",
      "Accuracy for class: orange is 86.0 %\n",
      "Accuracy for class: orchid is 69.0 %\n",
      "Accuracy for class: otter is 28.0 %\n",
      "Accuracy for class: palm_tree is 77.0 %\n",
      "Accuracy for class: pear  is 61.0 %\n",
      "Accuracy for class: pickup_truck is 64.0 %\n",
      "Accuracy for class: pine_tree is 61.0 %\n",
      "Accuracy for class: plain is 85.0 %\n",
      "Accuracy for class: plate is 61.0 %\n",
      "Accuracy for class: poppy is 64.0 %\n",
      "Accuracy for class: porcupine is 52.0 %\n",
      "Accuracy for class: possum is 36.0 %\n",
      "Accuracy for class: rabbit is 35.0 %\n",
      "Accuracy for class: raccoon is 56.0 %\n",
      "Accuracy for class: ray   is 40.0 %\n",
      "Accuracy for class: road  is 83.0 %\n",
      "Accuracy for class: rocket is 76.0 %\n",
      "Accuracy for class: rose  is 56.0 %\n",
      "Accuracy for class: sea   is 71.0 %\n",
      "Accuracy for class: seal  is 19.0 %\n",
      "Accuracy for class: shark is 48.0 %\n",
      "Accuracy for class: shrew is 43.0 %\n",
      "Accuracy for class: skunk is 71.0 %\n",
      "Accuracy for class: skyscraper is 78.0 %\n",
      "Accuracy for class: snail is 39.0 %\n",
      "Accuracy for class: snake is 52.0 %\n",
      "Accuracy for class: spider is 61.0 %\n",
      "Accuracy for class: squirrel is 29.0 %\n",
      "Accuracy for class: streetcar is 64.0 %\n",
      "Accuracy for class: sunflower is 79.0 %\n",
      "Accuracy for class: sweet_pepper is 48.0 %\n",
      "Accuracy for class: table is 48.0 %\n",
      "Accuracy for class: tank  is 70.0 %\n",
      "Accuracy for class: telephone is 62.0 %\n",
      "Accuracy for class: television is 67.0 %\n",
      "Accuracy for class: tiger is 62.0 %\n",
      "Accuracy for class: tractor is 64.0 %\n",
      "Accuracy for class: train is 61.0 %\n",
      "Accuracy for class: trout is 73.0 %\n",
      "Accuracy for class: tulip is 47.0 %\n",
      "Accuracy for class: turtle is 26.0 %\n",
      "Accuracy for class: wardrobe is 83.0 %\n",
      "Accuracy for class: whale is 62.0 %\n",
      "Accuracy for class: willow_tree is 44.0 %\n",
      "Accuracy for class: wolf  is 55.0 %\n",
      "Accuracy for class: woman is 29.0 %\n",
      "Accuracy for class: worm  is 58.0 %\n"
     ]
    }
   ],
   "source": [
    "show_all_class_acc(classes, testloader, net, device)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "37015137-6e99-4720-aaa0-1146bb2f4e09",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f3e6bcd8-be18-43cf-afe4-4a35930a24cc",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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